{"id":"W6985197551","doi":"","title":"Inthrow.","year":2016,"lang":"en","type":"book","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sculpture; Context (archaeology); General partnership; The arts; Plan (archaeology); Architecture; Accommodation; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009858533,0.0009502365,0.0005769539,0.001437972,0.002170965,0.005290307,0.001677558,0.001562683,0.8128313],"category_scores_gemma":[0.002751575,0.0005445835,0.0005564748,0.001091519,0.0006311075,0.002901243,0.004738042,0.001572324,0.6174155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100217,"about_ca_system_score_gemma":0.001792338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005170455,"about_ca_topic_score_gemma":0.01294289,"domain_scores_codex":[0.9990782,0.000103721,0.00003242207,0.0002500869,0.0003722025,0.0001634318],"domain_scores_gemma":[0.998672,0.0001470672,0.00006059735,0.0002244431,0.0003410856,0.0005548433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002967001,0.0001011468,0.0006676763,0.0003267221,0.000007818678,0.0002351054,0.0005233362,0.00005935344,0.001383469,0.0116745,0.7486026,0.2361216],"study_design_scores_gemma":[0.000009018251,0.00001695329,0.0004094353,0.00004327064,0.000002188695,0.00008375947,0.0001046835,0.00002785473,0.0001997027,0.0006062125,0.998491,0.000005885029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001585265,0.001202216,0.002546831,0.00192919,0.001625956,0.00016852,0.006931454,0.005893506,0.9781171],"genre_scores_gemma":[0.004440214,0.0005080242,0.001577551,0.0006652002,0.0001452707,0.0001121447,0.003946836,0.001826415,0.9867784],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8128313,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197141013384873,"score_gpt":0.2697260386921789,"score_spread":0.2500119373536916,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}